Data · dataset · 2026
lightonai/embeddings-fine-tuning-multilingual-unfiltered
Listed in Hugging Face Datasets
Overview This dataset provides multilingual and code retrieval data for fine-tuning text embedding models.
Description
It is composed of high quality data sources with mined documents annotated with bi-encoder scores. For each query, the 2048 closest documents are mined with snowflake-arctic-embed-l-v2.0 for MIRACL and MLDR and with gte-modernbert-base for CodeEditSearchTrain, and annotated with their bi-encoder similarity score.
No false-negative filtering or cross-encoder annotation is… See the full description on the dataset page: huggingface.co/datasets/lightonai/embeddings-fine-tuning-multilingual-unfiltered.
Links
Where it is published
- Hugging Face dataset page huggingface.co/datasets/lightonai/embeddings-fine-tuning-multilingual-unfilte… ↗
landing page · from Hugging Face
Documentation and papers
- arXiv:2607.27178 arxiv.org/abs/2607.27178 ↗
publication · from Hugging Face
Catalogue records · 1
- Hub API huggingface.co/api/datasets/lightonai/embeddings-fine-tuning-multilingual-unf… ↗
metadata API · from Hugging Face
Topics
- From keywords
- Computer Science & AI
- Inferred from text
- Text 75%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Hugging Face Datasets | lightonai/embeddings-fine-tuning-multilingual-unfiltered | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · Hugging Face | connector:huggingface@1.0.0 | /gated |
| concepts[field].local:field:computer-science-ai | mapping · Hugging Face | connector:huggingface@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · Hugging Face | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| description | source · Hugging Face | connector:huggingface@1.0.0 | /description |
| publication_date | source · Hugging Face | connector:huggingface@1.0.0 | |
| title | source · Hugging Face | connector:huggingface@1.0.0 | /id |
| updated_date | source · Hugging Face | connector:huggingface@1.0.0 |